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  <h1>Source code for Enums Module</h1><div class="highlight"><pre>
<span></span><span class="kn">from</span> <span class="nn">enum</span> <span class="k">import</span> <span class="n">Enum</span>

<div class="viewcode-block" id="MISSING_VALUE_TREATMENT_METHOD"><span class="k">class</span> <span class="nc">MISSING_VALUE_TREATMENT_METHOD</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">AS_IS</span> <span class="o">=</span> <span class="s2">&quot;asIs&quot;</span>
    <span class="n">AS_MEAN</span> <span class="o">=</span> <span class="s2">&quot;asMean&quot;</span>
    <span class="n">AS_MODE</span> <span class="o">=</span> <span class="s2">&quot;asMode&quot;</span>
    <span class="n">AS_MEDIAN</span> <span class="o">=</span> <span class="s2">&quot;asMedian&quot;</span>
    <span class="n">AS_VALUE</span> <span class="o">=</span> <span class="s2">&quot;asValue&quot;</span>
    <span class="n">RETURN_INVALID</span> <span class="o">=</span> <span class="s2">&quot;returnInvalid&quot;</span></div>

<div class="viewcode-block" id="PMML_SCHEMA"><span class="k">class</span> <span class="nc">PMML_SCHEMA</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">VERSION</span> <span class="o">=</span> <span class="s2">&quot;4.4&quot;</span></div>

<div class="viewcode-block" id="TREE_SPLIT_CHARACTERISTIC"><span class="k">class</span> <span class="nc">TREE_SPLIT_CHARACTERISTIC</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">BINARY</span> <span class="o">=</span> <span class="s2">&quot;binarySplit&quot;</span>
    <span class="n">MULTI</span> <span class="o">=</span> <span class="s2">&quot;multiSplit&quot;</span></div>

<div class="viewcode-block" id="FUNCTION"><span class="k">class</span> <span class="nc">FUNCTION</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">ADDITION</span> <span class="o">=</span> <span class="s2">&quot;+&quot;</span>
    <span class="n">SUBSTRACTTION</span> <span class="o">=</span> <span class="s2">&quot;-&quot;</span>
    <span class="n">MULTIPLICATION</span> <span class="o">=</span> <span class="s2">&quot;*&quot;</span>
    <span class="n">DIVISION</span> <span class="o">=</span> <span class="s2">&quot;/&quot;</span>
    <span class="n">MIN</span> <span class="o">=</span> <span class="s2">&quot;min&quot;</span>
    <span class="n">MAX</span> <span class="o">=</span> <span class="s2">&quot;max&quot;</span>
    <span class="n">SUM</span> <span class="o">=</span> <span class="s2">&quot;sum&quot;</span>
    <span class="n">AVERAGE</span> <span class="o">=</span> <span class="s2">&quot;avg&quot;</span>
    <span class="n">MEDIAN</span> <span class="o">=</span> <span class="s2">&quot;median&quot;</span>
    <span class="n">PRODUCT</span> <span class="o">=</span> <span class="s2">&quot;product&quot;</span>
    <span class="n">LOG10</span> <span class="o">=</span> <span class="s2">&quot;log10&quot;</span>
    <span class="n">LOGN</span> <span class="o">=</span> <span class="s2">&quot;ln&quot;</span>
    <span class="n">SQUARE_ROOT</span> <span class="o">=</span> <span class="s2">&quot;sqrt&quot;</span>
    <span class="n">ABSOLUTE</span> <span class="o">=</span> <span class="s2">&quot;abs&quot;</span>
    <span class="n">EXPONENT</span> <span class="o">=</span> <span class="s2">&quot;exp&quot;</span>
    <span class="n">POWER</span> <span class="o">=</span> <span class="s2">&quot;pow&quot;</span>
    <span class="n">THRESHOLD</span> <span class="o">=</span> <span class="s2">&quot;threshold&quot;</span>
    <span class="n">FLOOR</span> <span class="o">=</span> <span class="s2">&quot;floor&quot;</span>
    <span class="n">CEILING</span> <span class="o">=</span> <span class="s2">&quot;ceil&quot;</span>
    <span class="n">ROUND</span> <span class="o">=</span> <span class="s2">&quot;round&quot;</span>
    <span class="n">MODULO</span> <span class="o">=</span> <span class="s2">&quot;modulo&quot;</span>
    <span class="n">IS_MISSING</span> <span class="o">=</span> <span class="s2">&quot;isMissing&quot;</span>
    <span class="n">IS_NOT_MISSING</span> <span class="o">=</span> <span class="s2">&quot;isNotMissing&quot;</span>
    <span class="n">IS_VALID</span> <span class="o">=</span> <span class="s2">&quot;isValid&quot;</span>
    <span class="n">IS_NOT_VALID</span> <span class="o">=</span> <span class="s2">&quot;isNotValid&quot;</span>
    <span class="n">EQUAL</span> <span class="o">=</span> <span class="s2">&quot;equal&quot;</span>
    <span class="n">NOT_EQUAL</span> <span class="o">=</span> <span class="s2">&quot;notEqual&quot;</span>
    <span class="n">LESS_THAN</span> <span class="o">=</span> <span class="s2">&quot;lessThan&quot;</span>
    <span class="n">LESS_OR_EQUAL</span> <span class="o">=</span> <span class="s2">&quot;lessOrEqual&quot;</span>
    <span class="n">GREATER_THAN</span> <span class="o">=</span> <span class="s2">&quot;greaterThan&quot;</span>
    <span class="n">GREATER_OR_EQUAL</span> <span class="o">=</span> <span class="s2">&quot;greaterOrEqual&quot;</span>
    <span class="n">AND</span> <span class="o">=</span> <span class="s2">&quot;and&quot;</span>
    <span class="n">OR</span> <span class="o">=</span> <span class="s2">&quot;or&quot;</span>
    <span class="n">NOT</span> <span class="o">=</span> <span class="s2">&quot;not&quot;</span>
    <span class="n">IS_IN</span> <span class="o">=</span> <span class="s2">&quot;isIn&quot;</span>
    <span class="n">IS_NOT_IN</span> <span class="o">=</span> <span class="s2">&quot;isNotIn&quot;</span>
    <span class="n">IF</span> <span class="o">=</span> <span class="s2">&quot;if&quot;</span>
    <span class="n">UPPERCASE</span> <span class="o">=</span> <span class="s2">&quot;uppercase&quot;</span>
    <span class="n">LOWERCASE</span> <span class="o">=</span> <span class="s2">&quot;lowercase&quot;</span>
    <span class="n">SUBSTRING</span> <span class="o">=</span> <span class="s2">&quot;substring&quot;</span>
    <span class="n">TRIM_BLANKS</span> <span class="o">=</span> <span class="s2">&quot;trimBlanks&quot;</span>
    <span class="n">CONCAT</span> <span class="o">=</span> <span class="s2">&quot;concat&quot;</span>
    <span class="n">REPLACE</span> <span class="o">=</span> <span class="s2">&quot;replace&quot;</span>
    <span class="n">MATCHES</span> <span class="o">=</span> <span class="s2">&quot;matches&quot;</span>
    <span class="n">FORMAT_NUMBER</span> <span class="o">=</span> <span class="s2">&quot;formatNumber&quot;</span>
    <span class="n">FORMAT_DATETIME</span> <span class="o">=</span> <span class="s2">&quot;formatDatetime&quot;</span>
    <span class="n">DATEDAYS_SINCE_YEAR</span> <span class="o">=</span> <span class="s2">&quot;dateDaysSinceYear&quot;</span>
    <span class="n">DATESECONDS_SINCE_YEAR</span> <span class="o">=</span> <span class="s2">&quot;dateSecondsSinceYear&quot;</span>
    <span class="n">DATESECONDS_SINCE_MIDNIGHT</span> <span class="o">=</span> <span class="s2">&quot;dateSecondsSinceMidnight&quot;</span>
    <span class="n">NORMAL_CDF</span> <span class="o">=</span> <span class="s2">&quot;normalCDF&quot;</span>
    <span class="n">NORMAL_PDF</span> <span class="o">=</span> <span class="s2">&quot;normalPDF&quot;</span>
    <span class="n">STANDARD_NORMAL_CDF</span> <span class="o">=</span> <span class="s2">&quot;stdNormalCDF&quot;</span>
    <span class="n">STANDARD_NORMAL_PDF</span> <span class="o">=</span> <span class="s2">&quot;stdNormalPDF&quot;</span>
    <span class="n">ERF</span> <span class="o">=</span> <span class="s2">&quot;erf&quot;</span>
    <span class="n">NORMAL_IDF</span> <span class="o">=</span> <span class="s2">&quot;normalIDF&quot;</span>
    <span class="n">STANDARD_NORMAL_IDF</span> <span class="o">=</span> <span class="s2">&quot;stdNormalIDF&quot;</span>
    <span class="n">EXPM1</span> <span class="o">=</span> <span class="s2">&quot;expm1&quot;</span>
    <span class="n">HYPOT</span> <span class="o">=</span> <span class="s2">&quot;hypot&quot;</span>
    <span class="n">LOGN1P</span> <span class="o">=</span> <span class="s2">&quot;ln1p&quot;</span>
    <span class="n">RINT</span> <span class="o">=</span> <span class="s2">&quot;rint&quot;</span>
    <span class="n">SIN</span> <span class="o">=</span> <span class="s2">&quot;sin&quot;</span>
    <span class="n">ASIN</span> <span class="o">=</span> <span class="s2">&quot;asin&quot;</span>
    <span class="n">SINH</span> <span class="o">=</span> <span class="s2">&quot;sinh&quot;</span>
    <span class="n">COS</span> <span class="o">=</span> <span class="s2">&quot;cos&quot;</span>
    <span class="n">ACOS</span> <span class="o">=</span> <span class="s2">&quot;acos&quot;</span>
    <span class="n">COSH</span> <span class="o">=</span> <span class="s2">&quot;cosh&quot;</span>
    <span class="n">TAN</span> <span class="o">=</span> <span class="s2">&quot;tan&quot;</span>
    <span class="n">ATAN</span> <span class="o">=</span> <span class="s2">&quot;atan&quot;</span>
    <span class="n">TANH</span> <span class="o">=</span> <span class="s2">&quot;tanh&quot;</span></div>


<div class="viewcode-block" id="CATEGORICAL_SCORING_METHOD"><span class="k">class</span> <span class="nc">CATEGORICAL_SCORING_METHOD</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">MAJORITY_VOTE</span> <span class="o">=</span> <span class="s2">&quot;majorityVote&quot;</span>
    <span class="n">WEIGHTED_MAJORITY_VOTE</span> <span class="o">=</span> <span class="s2">&quot;weightedMajorityVote&quot;</span></div>

<div class="viewcode-block" id="CONTINUOUS_SCORING_METHOD"><span class="k">class</span> <span class="nc">CONTINUOUS_SCORING_METHOD</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">MEDIAN</span> <span class="o">=</span> <span class="s2">&quot;median&quot;</span>
    <span class="n">AVERAGE</span> <span class="o">=</span> <span class="s2">&quot;average&quot;</span>
    <span class="n">WEIGHTED_AVERAGE</span> <span class="o">=</span> <span class="s2">&quot;weightedAverage&quot;</span></div>

<div class="viewcode-block" id="REGRESSION_NORMALIZATION_METHOD"><span class="k">class</span> <span class="nc">REGRESSION_NORMALIZATION_METHOD</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">SIMPLEMAX</span> <span class="o">=</span> <span class="s2">&quot;simplemax&quot;</span>
    <span class="n">SOFTMAX</span> <span class="o">=</span> <span class="s2">&quot;softmax&quot;</span>
    <span class="n">LOGISTIC</span> <span class="o">=</span> <span class="s2">&quot;logit&quot;</span>
    <span class="n">PROBIT</span> <span class="o">=</span> <span class="s2">&quot;probit&quot;</span>
    <span class="n">CLOGLOG</span> <span class="o">=</span> <span class="s2">&quot;cloglog&quot;</span>
    <span class="n">EXPONENTIAL</span> <span class="o">=</span> <span class="s2">&quot;exp&quot;</span>
    <span class="n">LOGLOG</span> <span class="o">=</span> <span class="s2">&quot;loglog&quot;</span>
    <span class="n">CAUCHIT</span> <span class="o">=</span> <span class="s2">&quot;cauchit&quot;</span></div>

<div class="viewcode-block" id="ARRAY_TYPE"><span class="k">class</span> <span class="nc">ARRAY_TYPE</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">INTEGER</span> <span class="o">=</span> <span class="s2">&quot;int&quot;</span>
    <span class="n">REAL</span> <span class="o">=</span> <span class="s2">&quot;real&quot;</span>
    <span class="n">STRING</span> <span class="o">=</span> <span class="s2">&quot;string&quot;</span></div>

<div class="viewcode-block" id="MINING_FUNCTION"><span class="k">class</span> <span class="nc">MINING_FUNCTION</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">ASSOCIATION_RULES</span> <span class="o">=</span> <span class="s2">&quot;associationRules&quot;</span>
    <span class="n">SEQUENCES</span> <span class="o">=</span> <span class="s2">&quot;sequences&quot;</span>
    <span class="n">CLASSIFICATION</span> <span class="o">=</span> <span class="s2">&quot;classification&quot;</span>
    <span class="n">REGRESSION</span> <span class="o">=</span> <span class="s2">&quot;regression&quot;</span>
    <span class="n">CLUSTERING</span> <span class="o">=</span> <span class="s2">&quot;clustering&quot;</span>
    <span class="n">TIMESERIES</span> <span class="o">=</span> <span class="s2">&quot;timeSeries&quot;</span>
    <span class="n">MIXED</span> <span class="o">=</span> <span class="s2">&quot;mixed&quot;</span></div>

<div class="viewcode-block" id="SVM_REPRESENTATION"><span class="k">class</span> <span class="nc">SVM_REPRESENTATION</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">SUPPORT_VECTORS</span> <span class="o">=</span> <span class="s2">&quot;SupportVectors&quot;</span>
    <span class="n">COEFFICIENTS</span> <span class="o">=</span> <span class="s2">&quot;Coefficients&quot;</span></div>

<div class="viewcode-block" id="SVM_CLASSIFICATION_METHOD"><span class="k">class</span> <span class="nc">SVM_CLASSIFICATION_METHOD</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">OVR</span> <span class="o">=</span> <span class="s2">&quot;OneAgainstAll&quot;</span>
    <span class="n">OVO</span> <span class="o">=</span> <span class="s2">&quot;OneAgainstOne&quot;</span></div>

<div class="viewcode-block" id="MULTIPLE_MODEL_METHOD"><span class="k">class</span> <span class="nc">MULTIPLE_MODEL_METHOD</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">MAJORITY_VOTE</span> <span class="o">=</span> <span class="s2">&quot;majorityVote&quot;</span>
    <span class="n">WEIGHTED_MAJORITY_VOTE</span> <span class="o">=</span> <span class="s2">&quot;weightedMajorityVote&quot;</span>
    <span class="n">AVERAGE</span> <span class="o">=</span> <span class="s2">&quot;average&quot;</span>
    <span class="n">WEIGHTED_AVERAGE</span> <span class="o">=</span> <span class="s2">&quot;weightedAverage&quot;</span>
    <span class="n">MEDIAN</span> <span class="o">=</span> <span class="s2">&quot;median&quot;</span>
    <span class="n">WEIGHTED_MEDIAN</span> <span class="o">=</span> <span class="s2">&quot;weightedMedian&quot;</span>
    <span class="n">MAX</span> <span class="o">=</span> <span class="s2">&quot;max&quot;</span>
    <span class="n">SUM</span> <span class="o">=</span> <span class="s2">&quot;sum&quot;</span>
    <span class="n">WEIGHTED_SUM</span> <span class="o">=</span> <span class="s2">&quot;weightedSum&quot;</span>
    <span class="n">SELECT_FIRST</span> <span class="o">=</span> <span class="s2">&quot;selectFirst&quot;</span>
    <span class="n">SELECT_ALL</span> <span class="o">=</span> <span class="s2">&quot;selectAll&quot;</span>
    <span class="n">MODEL_CHAIN</span> <span class="o">=</span> <span class="s2">&quot;modelChain&quot;</span></div>

<div class="viewcode-block" id="COMPARISON_MEASURE_KIND"><span class="k">class</span> <span class="nc">COMPARISON_MEASURE_KIND</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">DISTANCE</span> <span class="o">=</span> <span class="s2">&quot;distance&quot;</span>
    <span class="n">SIMILARITY</span> <span class="o">=</span> <span class="s2">&quot;similarity&quot;</span></div>

<div class="viewcode-block" id="CLUSTERING_FILED_COMPARE_FUNCTION"><span class="k">class</span> <span class="nc">CLUSTERING_FILED_COMPARE_FUNCTION</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">ABSOLUTE_DIFF</span> <span class="o">=</span> <span class="s2">&quot;absDiff&quot;</span>
    <span class="n">GAUSSIAN_SIMILARITY</span> <span class="o">=</span> <span class="s2">&quot;gaussSim&quot;</span>
    <span class="n">DELTA</span> <span class="o">=</span> <span class="s2">&quot;delta&quot;</span>
    <span class="n">EQUAL</span> <span class="o">=</span> <span class="s2">&quot;equal&quot;</span>
    <span class="n">TABLE</span> <span class="o">=</span> <span class="s2">&quot;table&quot;</span></div>

<div class="viewcode-block" id="CLUSTERING_MODEL_CLASS"><span class="k">class</span> <span class="nc">CLUSTERING_MODEL_CLASS</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">CENTER_BASED</span> <span class="o">=</span> <span class="s2">&quot;centerBased&quot;</span>
    <span class="n">DISTRIBUTION_BASED</span> <span class="o">=</span> <span class="s2">&quot;distributionBased&quot;</span></div>

<div class="viewcode-block" id="NN_NORMALIZATION_METHOD"><span class="k">class</span> <span class="nc">NN_NORMALIZATION_METHOD</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">SIMPLEMAX</span> <span class="o">=</span> <span class="s2">&quot;simplemax&quot;</span>
    <span class="n">SOFTMAX</span> <span class="o">=</span> <span class="s2">&quot;softmax&quot;</span></div>

<div class="viewcode-block" id="NN_ACTIVATION_FUNCTION"><span class="k">class</span> <span class="nc">NN_ACTIVATION_FUNCTION</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">THRESHOLD</span> <span class="o">=</span> <span class="s2">&quot;threshold&quot;</span>
    <span class="n">LOGISTIC</span> <span class="o">=</span> <span class="s2">&quot;logistic&quot;</span>
    <span class="n">TANH</span> <span class="o">=</span> <span class="s2">&quot;tanh&quot;</span>
    <span class="n">IDENTITY</span> <span class="o">=</span> <span class="s2">&quot;identity&quot;</span>
    <span class="n">EXPONENTIAL</span> <span class="o">=</span> <span class="s2">&quot;exponential&quot;</span>
    <span class="n">RECIPROCAL</span> <span class="o">=</span> <span class="s2">&quot;reciprocal&quot;</span>
    <span class="n">SQUARE</span> <span class="o">=</span> <span class="s2">&quot;square&quot;</span>
    <span class="n">GAUSS</span> <span class="o">=</span> <span class="s2">&quot;Gauss&quot;</span>
    <span class="n">SINE</span> <span class="o">=</span> <span class="s2">&quot;sine&quot;</span>
    <span class="n">COSINE</span> <span class="o">=</span> <span class="s2">&quot;cosine&quot;</span>
    <span class="n">ELLIOTT</span> <span class="o">=</span> <span class="s2">&quot;Elliott&quot;</span>
    <span class="n">ARCTAN</span> <span class="o">=</span> <span class="s2">&quot;arctan&quot;</span>
    <span class="n">RECTIFIER</span> <span class="o">=</span> <span class="s2">&quot;rectifier&quot;</span>
    <span class="n">RADIALBASIS</span> <span class="o">=</span> <span class="s2">&quot;radialBasis&quot;</span></div>

<div class="viewcode-block" id="MAXIMUM_LIKELIHOOD_STAT_METHOD"><span class="k">class</span> <span class="nc">MAXIMUM_LIKELIHOOD_STAT_METHOD</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">KALMAN</span> <span class="o">=</span> <span class="s2">&quot;kalman&quot;</span>
    <span class="n">THETA_RECURSION</span> <span class="o">=</span> <span class="s2">&quot;thetaRecursion&quot;</span></div>

<div class="viewcode-block" id="ARIMA_PREDICTION_METHOD"><span class="k">class</span> <span class="nc">ARIMA_PREDICTION_METHOD</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">CSS</span> <span class="o">=</span> <span class="s2">&quot;conditionalLeastSquares&quot;</span>
    <span class="n">MLE</span> <span class="o">=</span> <span class="s2">&quot;exactLeastSquares&quot;</span></div>

<div class="viewcode-block" id="EXPONENTIAL_SMOOTHING_SEASONALITY"><span class="k">class</span> <span class="nc">EXPONENTIAL_SMOOTHING_SEASONALITY</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">ADDITIVE</span> <span class="o">=</span> <span class="s2">&quot;additive&quot;</span>
    <span class="n">MULTIPLICATIVE</span> <span class="o">=</span> <span class="s2">&quot;multiplicative&quot;</span></div>

<div class="viewcode-block" id="EXPONENTIAL_SMOOTHING_TREND"><span class="k">class</span> <span class="nc">EXPONENTIAL_SMOOTHING_TREND</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">ADDITIVE</span> <span class="o">=</span> <span class="s2">&quot;additive&quot;</span>
    <span class="n">DAMPED_ADDITIVE</span> <span class="o">=</span> <span class="s2">&quot;damped_additive&quot;</span>
    <span class="n">MULTIPLICATIVE</span> <span class="o">=</span> <span class="s2">&quot;multiplicative&quot;</span>
    <span class="n">DAMPED_MULTIPLICATIVE</span> <span class="o">=</span> <span class="s2">&quot;damped_multiplicative&quot;</span>
    <span class="n">POLYNOMIAL_EXPONENTIAL</span> <span class="o">=</span> <span class="s2">&quot;polynomial_exponential&quot;</span></div>

<div class="viewcode-block" id="EXPONENTIAL_SMOOTHING_AND_ARIMA_TRANSFORMATION"><span class="k">class</span> <span class="nc">EXPONENTIAL_SMOOTHING_AND_ARIMA_TRANSFORMATION</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">LOGARITHMIC</span> <span class="o">=</span> <span class="s2">&quot;logarithmic&quot;</span>
    <span class="n">SQUARE_ROOT</span> <span class="o">=</span> <span class="s2">&quot;squareroot&quot;</span></div>

<div class="viewcode-block" id="TIME_ANCHOR"><span class="k">class</span> <span class="nc">TIME_ANCHOR</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">DATETIMEMILLISECONDS_SINCE_0</span> <span class="o">=</span> <span class="s2">&quot;dateTimeMillisecondsSince[0]&quot;</span>
    <span class="n">DATETIMEMILLISECONDS_SINCE_1960</span> <span class="o">=</span> <span class="s2">&quot;dateTimeMillisecondsSince[1960]&quot;</span>
    <span class="n">DATETIMEMILLISECONDS_SINCE_1970</span> <span class="o">=</span> <span class="s2">&quot;dateTimeMillisecondsSince[1970]&quot;</span>
    <span class="n">DATETIMEMILLISECONDS_SINCE_1980</span> <span class="o">=</span> <span class="s2">&quot;dateTimeMillisecondsSince[1980]&quot;</span>
    <span class="n">DATETIMESECONDS_SINCE_0</span> <span class="o">=</span> <span class="s2">&quot;dateTimeSecondsSince[0]&quot;</span>
    <span class="n">DATETIMESECONDS_SINCE_1960</span> <span class="o">=</span> <span class="s2">&quot;dateTimeSecondsSince[1960]&quot;</span>
    <span class="n">DATETIMESECONDS_SINCE_1970</span> <span class="o">=</span> <span class="s2">&quot;dateTimeSecondsSince[1970]&quot;</span>
    <span class="n">DATETIMESECONDS_SINCE_1980</span> <span class="o">=</span> <span class="s2">&quot;dateTimeSecondsSince[1980]&quot;</span>
    <span class="n">DATEDAYS_SINCE_0</span> <span class="o">=</span> <span class="s2">&quot;dateDaysSince[0]&quot;</span>
    <span class="n">DATEDAYS_SINCE_1960</span> <span class="o">=</span> <span class="s2">&quot;dateDaysSince[1960]&quot;</span>
    <span class="n">DATEDAYS_SINCE_1970</span> <span class="o">=</span> <span class="s2">&quot;dateDaysSince[1970]&quot;</span>
    <span class="n">DATEDAYS_SINCE_1980</span> <span class="o">=</span> <span class="s2">&quot;dateDaysSince[1980]&quot;</span>
    <span class="n">DATEMONTHS_SINCE_0</span> <span class="o">=</span> <span class="s2">&quot;dateMonthsSince[0]&quot;</span>
    <span class="n">DATEMONTHS_SINCE_1960</span> <span class="o">=</span> <span class="s2">&quot;dateMonthsSince[1960]&quot;</span>
    <span class="n">DATEMONTHS_SINCE_1970</span> <span class="o">=</span> <span class="s2">&quot;dateMonthsSince[1970]&quot;</span>
    <span class="n">DATEMONTHS_SINCE_1980</span> <span class="o">=</span> <span class="s2">&quot;dateMonthsSince[1980]&quot;</span>
    <span class="n">DATEYEARS_SINCE_0</span> <span class="o">=</span> <span class="s2">&quot;dateYearsSince[0]&quot;</span></div>

<div class="viewcode-block" id="TIMESERIES_USAGE"><span class="k">class</span> <span class="nc">TIMESERIES_USAGE</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">ORIGINAL</span> <span class="o">=</span> <span class="s2">&quot;original&quot;</span>
    <span class="n">LOGICAL</span> <span class="o">=</span> <span class="s2">&quot;logical&quot;</span>
    <span class="n">PREDICTION</span> <span class="o">=</span> <span class="s2">&quot;prediction&quot;</span></div>

<div class="viewcode-block" id="TIMESERIES_ALGORITHM"><span class="k">class</span> <span class="nc">TIMESERIES_ALGORITHM</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">ARIMA</span> <span class="o">=</span> <span class="s2">&quot;ARIMA&quot;</span>
    <span class="n">EXPONENTIAL_SMOOTHING</span> <span class="o">=</span> <span class="s2">&quot;ExponentialSmoothing&quot;</span>
    <span class="n">SEASONAL_TREND_DECOMPOSE</span> <span class="o">=</span> <span class="s2">&quot;SeasonalTrendDecomposition&quot;</span>
    <span class="n">SPECTRAL_ANALYSIS</span> <span class="o">=</span> <span class="s2">&quot;SpectralAnalysis&quot;</span>
    <span class="n">STATE_SPACE_MODEL</span> <span class="o">=</span> <span class="s2">&quot;StateSpaceModel&quot;</span>
    <span class="n">GARCH</span> <span class="o">=</span> <span class="s2">&quot;GARCH&quot;</span></div>

<div class="viewcode-block" id="LAG_AGGREGATION"><span class="k">class</span> <span class="nc">LAG_AGGREGATION</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">AVERAGE</span> <span class="o">=</span> <span class="s2">&quot;avg&quot;</span>
    <span class="n">MIN</span> <span class="o">=</span> <span class="s2">&quot;min&quot;</span>
    <span class="n">MAX</span> <span class="o">=</span> <span class="s2">&quot;max&quot;</span>
    <span class="n">MEDIAN</span> <span class="o">=</span> <span class="s2">&quot;median&quot;</span>
    <span class="n">PRODUCT</span> <span class="o">=</span> <span class="s2">&quot;product&quot;</span>
    <span class="n">SUM</span> <span class="o">=</span> <span class="s2">&quot;sum&quot;</span>
    <span class="n">STANDARD_DEVIATION</span> <span class="o">=</span> <span class="s2">&quot;stddev&quot;</span></div>

<div class="viewcode-block" id="ANOMALY_DETECTION_ALGORITHM"><span class="k">class</span> <span class="nc">ANOMALY_DETECTION_ALGORITHM</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">ISOLATION_FOREST</span> <span class="o">=</span> <span class="s2">&quot;iforest&quot;</span>
    <span class="n">ONE_CLASS_SVM</span> <span class="o">=</span> <span class="s2">&quot;ocsvm&quot;</span>
    <span class="n">CLUSTER_MEAN_DISTANCE</span> <span class="o">=</span> <span class="s2">&quot;clusterMeanDist&quot;</span>
    <span class="n">OTHER</span> <span class="o">=</span> <span class="s2">&quot;other&quot;</span></div>

<div class="viewcode-block" id="SIMPLE_PREDICATE_OPERATOR"><span class="k">class</span> <span class="nc">SIMPLE_PREDICATE_OPERATOR</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">EQUAL</span> <span class="o">=</span> <span class="s2">&quot;equal&quot;</span>
    <span class="n">NOT_EQUAL</span> <span class="o">=</span> <span class="s2">&quot;notEqual&quot;</span>
    <span class="n">LESS_THAN</span> <span class="o">=</span> <span class="s2">&quot;lessThan&quot;</span>
    <span class="n">LESS_OR_EQUAL</span> <span class="o">=</span> <span class="s2">&quot;lessOrEqual&quot;</span>
    <span class="n">GREATER_THAN</span> <span class="o">=</span> <span class="s2">&quot;greaterThan&quot;</span>
    <span class="n">GREATER_OR_EQUAL</span> <span class="o">=</span> <span class="s2">&quot;greaterOrEqual&quot;</span>
    <span class="n">IS_MISSING</span> <span class="o">=</span> <span class="s2">&quot;isMissing&quot;</span>
    <span class="n">IS_NOT_MISSING</span> <span class="o">=</span> <span class="s2">&quot;isNotMissing&quot;</span></div>

<div class="viewcode-block" id="FIELD_USAGE_TYPE"><span class="k">class</span> <span class="nc">FIELD_USAGE_TYPE</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">ACTIVE</span> <span class="o">=</span> <span class="s2">&quot;active&quot;</span>
    <span class="n">PREDICTED</span> <span class="o">=</span> <span class="s2">&quot;predicted&quot;</span>
    <span class="n">TARGET</span> <span class="o">=</span> <span class="s2">&quot;target&quot;</span>
    <span class="n">SUPPLEMENTARY</span> <span class="o">=</span> <span class="s2">&quot;supplementary&quot;</span>
    <span class="n">GROUP</span> <span class="o">=</span> <span class="s2">&quot;group&quot;</span>
    <span class="n">ORDER</span> <span class="o">=</span> <span class="s2">&quot;order&quot;</span>
    <span class="n">FREQUENCY_WEIGHT</span> <span class="o">=</span> <span class="s2">&quot;frequencyWeight&quot;</span>
    <span class="n">ANALYSIS_WEIGHT</span> <span class="o">=</span> <span class="s2">&quot;analysisWeight&quot;</span></div>

<div class="viewcode-block" id="RESULT_FEATURE"><span class="k">class</span> <span class="nc">RESULT_FEATURE</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">PREDICTED_VALUE</span> <span class="o">=</span> <span class="s2">&quot;predictedValue&quot;</span>
    <span class="n">PREDCITED_DISPLAY_VALUE</span> <span class="o">=</span> <span class="s2">&quot;predictedDisplayValue&quot;</span>
    <span class="n">TRANSFORMED_VALUE</span> <span class="o">=</span> <span class="s2">&quot;transformedValue&quot;</span>
    <span class="n">DECISION</span> <span class="o">=</span> <span class="s2">&quot;decision&quot;</span>
    <span class="n">PROBABILITY</span> <span class="o">=</span> <span class="s2">&quot;probability&quot;</span>
    <span class="n">TOP_CATEGORIES</span> <span class="o">=</span> <span class="s2">&quot;topCategories&quot;</span>
    <span class="n">AFFINITY</span> <span class="o">=</span> <span class="s2">&quot;affinity&quot;</span>
    <span class="n">RESIDUAL</span> <span class="o">=</span> <span class="s2">&quot;residual&quot;</span>
    <span class="n">STANDARD_ERROR</span> <span class="o">=</span> <span class="s2">&quot;standardError&quot;</span>
    <span class="n">STANDARD_DEVIATION</span> <span class="o">=</span> <span class="s2">&quot;standardDeviation&quot;</span>
    <span class="n">CLUSTER_ID</span> <span class="o">=</span> <span class="s2">&quot;clusterId&quot;</span>
    <span class="n">CLUSTER_AFFINITY</span> <span class="o">=</span> <span class="s2">&quot;clusterAffinity&quot;</span>
    <span class="n">ENTITY_ID</span> <span class="o">=</span> <span class="s2">&quot;entityId&quot;</span>
    <span class="n">ENTITY_AFFINITY</span> <span class="o">=</span> <span class="s2">&quot;entityAffinity&quot;</span>
    <span class="n">WARNING</span> <span class="o">=</span> <span class="s2">&quot;warning&quot;</span>
    <span class="n">RULE_VALUE</span> <span class="o">=</span> <span class="s2">&quot;ruleValue&quot;</span>
    <span class="n">REASON_CODE</span> <span class="o">=</span> <span class="s2">&quot;reasonCode&quot;</span>
    <span class="n">ANTECEDENT</span> <span class="o">=</span> <span class="s2">&quot;antecedent&quot;</span>
    <span class="n">CONSEQUENT</span> <span class="o">=</span> <span class="s2">&quot;consequent&quot;</span>
    <span class="n">RULE</span> <span class="o">=</span> <span class="s2">&quot;rule&quot;</span>
    <span class="n">RULE_ID</span> <span class="o">=</span> <span class="s2">&quot;ruleId&quot;</span>
    <span class="n">CONFIDENCE</span> <span class="o">=</span> <span class="s2">&quot;confidence&quot;</span>
    <span class="n">SUPPORT</span> <span class="o">=</span> <span class="s2">&quot;support&quot;</span>
    <span class="n">LIFT</span> <span class="o">=</span> <span class="s2">&quot;lift&quot;</span>
    <span class="n">LEVERAGE</span> <span class="o">=</span> <span class="s2">&quot;leverage&quot;</span>
    <span class="n">CONFIDENCE_INTERVAL_UPPER</span> <span class="o">=</span> <span class="s2">&quot;confidenceIntervalUpper&quot;</span>
    <span class="n">CONFIDENCE_INTERVAL_LOWER</span> <span class="o">=</span> <span class="s2">&quot;confidenceIntervalLower&quot;</span></div>

<div class="viewcode-block" id="OPTYPE"><span class="k">class</span> <span class="nc">OPTYPE</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">CATEGORICAL</span> <span class="o">=</span> <span class="s2">&quot;categorical&quot;</span>
    <span class="n">ORDINAL</span> <span class="o">=</span> <span class="s2">&quot;ordinal&quot;</span>
    <span class="n">CONTINUOUS</span> <span class="o">=</span> <span class="s2">&quot;continuous&quot;</span></div>

<div class="viewcode-block" id="DATATYPE"><span class="k">class</span> <span class="nc">DATATYPE</span><span class="p">(</span><span class="n">Enum</span><span class="p">):</span>
    <span class="n">STRING</span> <span class="o">=</span> <span class="s2">&quot;string&quot;</span>
    <span class="n">INTEGER</span> <span class="o">=</span> <span class="s2">&quot;integer&quot;</span>
    <span class="n">BINARY</span> <span class="o">=</span> <span class="s2">&quot;binary&quot;</span>
    <span class="n">FLOAT</span> <span class="o">=</span> <span class="s2">&quot;float&quot;</span>
    <span class="n">DOUBLE</span> <span class="o">=</span> <span class="s2">&quot;double&quot;</span>
    <span class="n">BOOLEAN</span> <span class="o">=</span> <span class="s2">&quot;boolean&quot;</span>
    <span class="n">DATE</span> <span class="o">=</span> <span class="s2">&quot;date&quot;</span>
    <span class="n">TIME</span> <span class="o">=</span> <span class="s2">&quot;time&quot;</span>
    <span class="n">DATETIME</span> <span class="o">=</span> <span class="s2">&quot;dateTime&quot;</span>
    <span class="n">DATEDAYS_SINCE_0</span> <span class="o">=</span> <span class="s2">&quot;dateDaysSince[0]&quot;</span>
    <span class="n">DATEDAYS_SINCE_1960</span> <span class="o">=</span> <span class="s2">&quot;dateDaysSince[1960]&quot;</span>
    <span class="n">DATEDAYS_SINCE_1970</span> <span class="o">=</span> <span class="s2">&quot;dateDaysSince[1970]&quot;</span>
    <span class="n">DATEDAYS_SINCE_1980</span> <span class="o">=</span> <span class="s2">&quot;dateDaysSince[1980]&quot;</span>
    <span class="n">TIMESECONDS</span> <span class="o">=</span> <span class="s2">&quot;timeSeconds&quot;</span>
    <span class="n">DATETIMESECONDS_SINCE_0</span> <span class="o">=</span> <span class="s2">&quot;dateTimeSecondsSince[0]&quot;</span>
    <span class="n">DATETIMESECONDS_SINCE_1960</span> <span class="o">=</span> <span class="s2">&quot;dateTimeSecondsSince[1960]&quot;</span>
    <span class="n">DATETIMESECONDS_SINCE_1970</span> <span class="o">=</span> <span class="s2">&quot;dateTimeSecondsSince[1970]&quot;</span>
    <span class="n">DATETIMESECONDS_SINCE_1980</span> <span class="o">=</span> <span class="s2">&quot;dateTimeSecondsSince[1980]&quot;</span></div>
</pre></div>

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